Bibliographic record
Abstract
An established body of multi-disciplinary evidence demonstrates that children and young people's lived experiences and spheres of influence are fundamental to their wellbeing and realisation of rights, with adversity suggested to have significant and long-term consequences. For the past two decades the Scottish Government has responded with a sustained strategic commitment to children and preventive policy measures. Only recently have Adverse Childhood Experiences (ACEs) assumed a prominent role in this context. A corresponding policy development in Scotland has been on children's rights, with significant steps taken towards implementing the United Nations Convention on the Rights of the Child (CRC). This has involved a focus on incorporation, with the tag line ‘making rights real’. By analysing key literature and policy documents, this article considers the extent and shape of the interconnections between these policy areas. Informed by Carol Bacchi's problem representation framework, we identify evidence of conceptual pairing. However, deep engagement in children's rights appears to be lacking, as is children and young people's active role in national ACE-policy review and development.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.026 |
| Scholarly communication | 0.013 | 0.010 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".